Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Third-party administrator, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64392	TPA	Mark Walsh	1980-06-15	—	—	9283 Bayshore Dr, Atlanta, GA, 30320	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-60875	TPA	Helen Welch	1953-04-03	—	—	2008 Jefferson Ave, Tucson, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-55540	TPA	Emily Black	1949-02-19	—	—	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54119	TPA	Omar Bell	1998-05-17	—	—	9649 Camelback Rd, Seattle, WA, 98107	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61960	TPA	Kimberly Hernandez	1945-12-13	—	3693890543	4884 Pine Dr, Phoenix, AZ, 85023	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60642	TPA	Brian N Rogers	1954-09-25	—	—	2114 Maple Ave, Glendale, AZ, 85367	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61604	TPA	Chris Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-61603	TPA	Chris Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-56132	TPA	Roger H Dean	1940-02-17	—	—	3984 Cedar Ln, Glendale, AZ, 85356	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54269	TPA	Jean Adams	1949-12-27	—	—	7441 Oak St, Orlando, FL, 32897	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59262	TPA	Ana Hamilton	2001-04-27	UHC-11133-36	—	176 Baseline Rd, Las Vegas, NV, 89121	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58232	TPA	Shirley Miller	1971-04-22	—	—	7511 Pine Dr, Fresno, CA, 93791	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53847	TPA	Jerry Butler	1946-11-15	—	—	467 Indian School Rd, Mesa, AZ, 85268	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52388	TPA	Ruth Jones	1968-12-05	—	—	1253 Meadow Ln, Plano, TX, 75041	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
TPA-56153	TPA	Pamela Chen	1941-11-06	—	—	8718 Canyon Rd, Fresno, CA, 93788	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56262	TPA	Henry Holmes	1999-05-23	UHC-19695-21	—	2925 Camelback Rd, Mesa, AZ, 85226	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52913	TPA	Kathleen Graham	2000-12-23	—	7855585868	8422 Union St, Fresno, CA, 93788	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-62683	TPA	Hiroshi McCoy	1978-03-02	—	—	5533 River Rd, Jacksonville, FL, 32240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63289	TPA	Scott B Howell	1997-12-18	UHC-04080-62	—	1511 Willow Ct, Scottsdale, AZ, 85241	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56008	TPA	Ruth Brooks	1962-11-18	—	4472187387	298 Church St, Denver, CO, 80237	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-62129	TPA	Jack B Lawrence	1987-04-27	—	4852942740	2298 Harbor Blvd, Miami, FL, 33157	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54074	TPA	Walter Morrison	1994-06-23	—	—	7247 Hillcrest Rd, Charlotte, NC, 28210	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58833	TPA	Kayla Richards	1976-01-10	—	2535320764	2779 Pine Dr, Dallas, TX, 75256	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53061	TPA	Natalie C Greene	1994-06-18	—	—	2081 Apache Blvd, Jacksonville, FL, 32259	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63953	TPA	Valentina Larson	1991-08-25	—	—	7653 Sage Ct, Scottsdale, AZ, 85218	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57327	TPA	Hannah McDonald	1947-12-15	UHC-37231-04	3802124342	6505 Elm St, Tampa, FL, 33608	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50869	TPA	Arthur M Grant	1960-10-23	—	—	1067 Pine Dr, Miami, FL, 33114	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54095	TPA	Stephen Miller	2007-03-24	—	—	5983 Union St, Chandler, AZ, 85276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50175	TPA	Madison Wright	1971-11-10	—	—	1261 Harbor Blvd, Chandler, AZ, 85264	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62718	TPA	Christina Gonzalez	1968-01-23	UHC-26758-34	—	87 Sage Ct, Jacksonville, FL, 32218	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60807	TPA	Joseph Owens	1949-05-26	—	8519951077	7608 River Rd, Austin, TX, 78797	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62134	TPA	Grace Thompson	1957-11-22	—	8669846590	7788 Market St, Las Vegas, NV, 89116	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58376	TPA	Daniel Grant	1940-01-14	—	—	3420 Ocean Ave, Phoenix, AZ, 85077	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61644	TPA	Sandra Morrison	2004-08-01	—	3203309882	1976 Spring St, Gilbert, AZ, 85268	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50205	TPA	Hiroshi Ortega	1979-11-11	—	7748608302	188 Elm St, Austin, TX, 78799	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55730	TPA	Kayla Reid	2003-09-12	UHC-98078-99	—	2115 Market St, Sacramento, CA, 95845	0.76	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
TPA-58968	TPA	Aisha Cooper	1962-03-06	—	—	7175 Broadway, Denver, CO, 80200	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-62025	TPA	Andrew Carroll	1942-04-21	—	—	8282 Baseline Rd, Tempe, AZ, 85254	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60913	TPA	Joe Thomas	1975-10-17	—	—	9108 Washington St, San Antonio, TX, 78215	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50415	TPA	Lori Dixon	1939-09-23	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX, 75003	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-53028	TPA	Jonathan Johnson	1946-02-08	—	—	2808 Broadway, Dallas, TX	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-53521	TPA	Richard Herrera	1984-08-28	—	—	9847 Maple Ave, Tucson, AZ, 85755	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-50927	TPA	Bradley Anderson	1976-07-24	—	4063021271	5819 Forest Ave, Las Vegas, NV, 89120	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52158	TPA	Zahary Ortega	1947-11-11	—	—	7811 Washington St, Fresno, CA, 93778	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58779	TPA	Linda X Wagner	1994-05-17	—	3179276389	3653 Pine Dr, Atlanta, GA, 30338	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64049	TPA	Julie Evans	1978-10-16	UHC-51135-08	—	847 Sage Ct, Tucson, AZ	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+2 more
TPA-52692	TPA	Zachary F Hudson	1952-12-12	—	—	3391 Jefferson Ave, Gilbert, AZ, 85288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63950	TPA	Miller Dick	1966-07-22	—	—	1979 Hillcrest Rd, Miami, FL, 33154	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57082	TPA	Mason Morales	1941-08-10	—	—	3768 Maple Ave, San Diego, CA, 92169	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51246	TPA	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St, Atlanta, GA, 30300	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

2,455 rows, page 29 of 50Previous Next